devstral-small-2-24b-instruct-2512
LM-STUDIO GGUFmistral3 · 24B · IQ4_XS
Sep 20, 2026 · AMD Ryzen 7 5800X 8-Core Processor
winnow-12b
LM-STUDIO GGUFgemma4 · 12B · Q8_0
Nov 1, 2026 · AMD RYZEN AI MAX+ 395
Global Score
81 vs 77
Hardware Fit
80 vs 38
Quality Score
81 vs 93
Hardware
devstral-small-2-2… winnow-12b
MachineSystem manufacturerGMKtec EVO-X3
CPUAMD Ryzen 7 5800X 8-Core ProcessorAMD RYZEN AI MAX+ 395
Cores1632
RAM31 GB120 GB
GPUNavi 44 [Radeon RX 9060 XT]AMD Radeon(TM) 8060S Graphics
OSUbuntu 26.04.1 LTSMicrosoft Windows 11 Pro 10.0.26300
Archx64x64
Power Modeperformancebalanced
Performance
devstral-small-2-2… winnow-12b
Tokens/sec21.512.9
First chunk12 ms19 ms
TTFT212 ms9.7 s
Load timeN/A86.2 s
Memory usage15.9 GB51.3 GB
Memory %51%43%
HW Fit Score Breakdown
devstral-small-2-24b-in…
Speed
35/50
TTFT
20/20
Memory
25/30
winnow-12b
Speed
11/50
TTFT
0/20
Memory
27/30
Quality
devstral-small-2-24b-in…
Reasoning
16/20
Coding
17/20
Instruction
17/20
Structured
14/15
Math
7/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Weak Multilingual: Strong
winnow-12b
Reasoning
19/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest